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In the study of finance, we often come across the concept of time series. It refers to a sequence of data points collected at regular intervals over a period of time. Now, you may wonder, why do we need to analyze this data? Well, one reason is to understand the various cyclical components that can impact a series over time. These components can occur at different frequencies, leading to fluctuations and variations in the data.